{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2e7d8525",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from pathlib import Path\n",
    "\n",
    "import pandas\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0f420fe2",
   "metadata": {},
   "outputs": [],
   "source": [
    "benchmark_path = Path()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b7d79c6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_dict = {}\n",
    "stat_dict = {}\n",
    "for p in benchmark_path.glob('build-*-result.json'):\n",
    "    build_name = p.stem.split('-', 2)[1]\n",
    "    for browser_data in json.loads(p.read_text()):\n",
    "        browser_name = f'{browser_data[\"browser\"][\"name\"]} {browser_data[\"browser\"][\"major\"]}'\n",
    "        browser_name = browser_name.lower().replace('chrome headless', 'chromium')\n",
    "        for result in (r for i, r in browser_data['result'].items() if i.isdigit()):\n",
    "            key = build_name, browser_name, result['name']\n",
    "            df_dict[key] = result['stats']['sample']\n",
    "            stat_dict[key] = result['stats']\n",
    "\n",
    "min_sample_size = min(len(v) for v in df_dict.values())\n",
    "df_dict = {k: v[:min_sample_size] for k, v in df_dict.items()}\n",
    "            \n",
    "wide_df = pandas.DataFrame(df_dict).reset_index()\n",
    "df = pandas.melt(\n",
    "    wide_df, \n",
    "    id_vars='index', \n",
    "    var_name=['build', 'browser', 'test'], \n",
    "    value_name='duration',\n",
    ")\n",
    "df.sort_values(['build', 'index'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bc655c11",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pr\tfirefox 88\tselect\t0.20 s ± 1.5%\n",
      "master\tfirefox 88\tselect\t0.22 s ± 1.3%\n",
      "pr\tchromium 90\tselect\t0.18 s ± 1.1%\n",
      "master\tchromium 90\tselect\t0.18 s ± 0.5%\n",
      "pr\tfirefox 88\timport\t2.37 s ± 4.3%\n",
      "master\tfirefox 88\timport\t2.64 s ± 2.6%\n",
      "pr\tchromium 90\timport\t1.67 s ± 0.7%\n",
      "master\tchromium 90\timport\t1.74 s ± 1.8%\n"
     ]
    }
   ],
   "source": [
    "stat_df = pandas.DataFrame(stat_dict)\n",
    "stat_df = stat_df.loc[['mean', 'rme']].transpose()\n",
    "stat_df.index = stat_df.index.set_names(['build', 'browser', 'test'])\n",
    "stat_df = stat_df.reset_index().sort_values(['test', 'browser'], ascending=False)\n",
    "for index, row in stat_df.iterrows():\n",
    "    print('\\t'.join([\n",
    "        row['build'],\n",
    "        row['browser'],\n",
    "        row['test'],\n",
    "        f'{row[\"mean\"]:.2f} s ± {row[\"rme\"]:.1f}%'\n",
    "    ]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5a3ab654",
   "metadata": {},
   "outputs": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.box(df, x='browser', y='duration', points='all', color='build', facet_row='test')\n",
    "fig.update_yaxes(matches=None)\n",
    "fig.show('svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1619018c",
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.line(\n",
    "    df, x='index', y='duration', color='build', facet_col='browser', facet_row='test'\n",
    ")\n",
    "fig.update_yaxes(matches=None)\n",
    "fig.show('svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "397b848c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df = df.groupby(['browser', 'build', 'test'])['duration'].mean().reset_index()\n",
    "plot_df['pct'] = (\n",
    "    plot_df\n",
    "    .groupby(['browser', 'test'])['duration']\n",
    "    .pct_change()\n",
    "    .fillna('')\n",
    "    .map(lambda v: '{:.2%}'.format(v) if v else v)\n",
    ")\n",
    "fig = px.bar(\n",
    "    plot_df, \n",
    "    x='browser', \n",
    "    y='duration', \n",
    "    color='build', \n",
    "    text='pct', \n",
    "    barmode='overlay', \n",
    "    facet_row='test',\n",
    ")\n",
    "fig.update_yaxes(matches=None)\n",
    "fig.show('svg')"
   ]
  }
 ],
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